Seven of fourteen models named Userpilot first on the direct prompt; two named UserGuiding. Both were named by all fourteen models and Userpilot carries 49 labels and UserGuiding 41, so the shares are not directly comparable.
Named in seven categories this edition.
Named in seven categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the digital adoption and onboarding page.
Across every category in the October 2026 Edition, Userpilot and UserGuiding were named in the same answer eighty-four times, of the 259 answers naming Userpilot and the 168 naming UserGuiding. In those answers UserGuiding took the first choice thirty-three times and Userpilot eleven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · negative prompt · hard negative
“Best for SaaS onboarding on a mid-market budget: Userpilot - strong flow builder, A/B testing, and surveys from ~$249/mo” Muse Glimmer 30B · scale prompt · first choice
“Prioritize ease-of-use for SMBs: Userpilot, UserGuiding (4.7/5), or Chameleon score higher on quick setup and support.” Grok 4.20 · negative prompt · first choice
“I'd recommend Userpilot as the top in-product onboarding and user guidance tool for a mid-sized B2B company” Grok 4.20 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“"lighter" DAPs (like UserGuiding or Userpilot) can feel limiting when dealing with complex enterprise applications” Qwen 3.7 Flash · negative prompt · soft negative
“Dislikes lead with customization limits, pricing and setup effort, with reporting depth also mentioned” Muse Glimmer 30B · negative prompt · soft negative
“Cheaper entry point, but less depth for mid-market needs” DeepSeek V4 Flash · paraphrase prompt · soft negative
“UserGuiding stands out as the recommended choice, offering a solid feature set at the lowest paid price point while maintaining ease of use.” Claude Haiku 4.5 · budget prompt · first choice
“UserGuiding and Tango are often considered the best options due to their transparent pricing models” Qwen 3.7 Flash · budget prompt · first choice
“UserGuiding is frequently cited as the top choice for smaller companies due to its affordability” MiniMax M2.5 · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.